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Word Embeddings

Word embedding is the collective name for a set of language modeling and feature learning techniques in natural language processing (NLP) where words or phrases from the vocabulary are mapped to vectors of real numbers.

Techniques for learning word embeddings can include Word2Vec, GloVe, and other neural network-based approaches that train on an NLP task such as language modeling or document classification.

( Image credit: Dynamic Word Embedding for Evolving Semantic Discovery )

Papers

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Showing 2376–2400 of 4002 papers

TitleStatusHype
Time-Aware and Corpus-Specific Entity Relatedness—0
Exponential Family Word Embeddings: An Iterative Approach for Learning Word Vectors—0
Learned in Speech Recognition: Contextual Acoustic Word Embeddings—0
Interpreting Word Embeddings with Eigenvector AnalysisCode0
BioSentVec: creating sentence embeddings for biomedical textsCode0
Proactive Security: Embedded AI Solution for Violent and Abusive Speech Recognition—0
Named Entity Recognition on Twitter for Turkish using Semi-supervised Learning with Word Embeddings—0
pair2vec: Compositional Word-Pair Embeddings for Cross-Sentence InferenceCode1
pioNER: Datasets and Baselines for Armenian Named Entity RecognitionCode0
Analysis of Railway Accidents' Narratives Using Deep LearningCode0
Skip-Thought GAN: Generating Text through Adversarial Training using Skip-Thought Vectors—0
Subword Semantic Hashing for Intent Classification on Small DatasetsCode0
TNE: A Latent Model for Representation Learning on Networks—0
Poincaré GloVe: Hyperbolic Word EmbeddingsCode0
A Multimodal Approach towards Emotion Recognition of Music using Audio and Lyrical Content—0
Is there Gender bias and stereotype in Portuguese Word Embeddings?—0
textTOvec: Deep Contextualized Neural Autoregressive Topic Models of Language with Distributed Compositional PriorCode0
Word Embeddings from Large-Scale Greek Web Content—0
End-to-End Text Classification via Image-based Embedding using Character-level NetworksCode0
Understanding the Origins of Bias in Word EmbeddingsCode1
Text-based Sentiment Analysis and Music Emotion Recognition—0
Italian Event Detection Goes Deep LearningCode0
Neural Networks for Cross-lingual Negation Scope Detection—0
A Comparative Study of Neural Network Models for Sentence Classification—0
A Deep Learning Architecture for De-identification of Patient Notes: Implementation and Evaluation—0
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